"""
(Future Development)
AI-powered cleaning suggestions module.

This module will leverage language models or statistical analysis to
suggest the best cleaning strategies for a given dataset.
"""

def suggest_cleaning_strategies(df):
    """
    Analyzes a DataFrame and suggests cleaning operations.

    Args:
        df (pd.DataFrame): The input DataFrame.

    Returns:
        dict: A dictionary of suggested cleaning steps.
    """
    suggestions = {
        "missing_values": "Strategy 'mean' looks appropriate for column 'X'.",
        "outliers": "Column 'Y' has significant outliers. Consider using the 'iqr' method.",
        "schema": "Column 'Z' is detected as string but contains numeric data. Consider casting to integer."
    }
    print("AI Suggestions module is under development.")
    return suggestions
